Problems We Solve

AI-built apps fail in production in predictable ways. Here is every failure mode we have seen and fixed.

AI App Database Locks Up Under Load

Your AI-built app's database chokes at 100 users. Here are the 7 database antipatterns AI tools generate — and how to fix each one.

AI coding tools ship bloated, unoptimized apps. See the 7 client-side performance killers and their Lighthouse scores before and after.

Your Series A investor wants a security audit. Your AI-built app will fail it. Here are the 8 findings and how to fix them fast.

AI coding tools produce the same security flaws in every app. See the 8 vulnerabilities we find in every audit — and what they cost you.

The gap between AI prototype and production app is 47 specific failures. See every one — and the engineering that closes the gap.

Cursor generates code that breaks at 100 concurrent users. Here are the 6 performance patterns killing your app — and exact fixes.

Vibe coding costs $0 to prototype and $100K+ to fix. See the real financial breakdown of AI-built apps from prototype to production.

Your Lovable app works in preview but breaks in production hosting. Here are the 6 deployment gaps and how to fix each one.

AI-generated code accumulates technical debt 3x faster than hand-written code. See the specific patterns draining your engineering budget.

Your AI-built app worked in dev but dies under real traffic. Here are the 7 technical reasons why — and how to fix them before you lose users.